David E. Roberson ; Tim Seppelt - Lasserre Hierarchy for Graph Isomorphism and Homomorphism Indistinguishability

theoretics:12321 - TheoretiCS, September 2, 2024, Volume 3 - https://doi.org/10.46298/theoretics.24.20
Lasserre Hierarchy for Graph Isomorphism and Homomorphism IndistinguishabilityArticle

Authors: David E. Roberson ORCID; Tim Seppelt ORCID

We show that feasibility of the $t^\text{th}$ level of the Lasserre semidefinite programming hierarchy for graph isomorphism can be expressed as a homomorphism indistinguishability relation. In other words, we define a class $\mathcal{L}_t$ of graphs such that graphs $G$ and $H$ are not distinguished by the $t^\text{th}$ level of the Lasserre hierarchy if and only if they admit the same number of homomorphisms from any graph in $\mathcal{L}_t$. By analysing the treewidth of graphs in $\mathcal{L}_t$, we prove that the $3t^\text{th}$ level of Sherali--Adams linear programming hierarchy is as strong as the $t^\text{th}$ level of Lasserre. Moreover, we show that this is best possible in the sense that $3t$ cannot be lowered to $3t-1$ for any $t$. The same result holds for the Lasserre hierarchy with non-negativity constraints, which we similarly characterise in terms of homomorphism indistinguishability over a family $\mathcal{L}_t^+$ of graphs. Additionally, we give characterisations of level-$t$ Lasserre with non-negativity constraints in terms of logical equivalence and via a graph colouring algorithm akin to the Weisfeiler--Leman algorithm. This provides a polynomial time algorithm for determining if two given graphs are distinguished by the $t^\text{th}$ level of the Lasserre hierarchy with non-negativity constraints.

Comment: Full version. 36 pages, 6 figures


Volume: Volume 3
Published on: September 2, 2024
Accepted on: July 7, 2024
Submitted on: September 25, 2023
Keywords: Mathematics - Combinatorics, Computer Science - Computational Complexity, Computer Science - Discrete Mathematics, Computer Science - Logic in Computer Science, Mathematics - Optimization and Control
Funding:
    Source : OpenAIRE Graph
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